{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "4f4d6342-d8d8-46a8-9706-ea54cf75db84",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\anaconda\\anaconda3\\envs\\luye\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "# Set the environment variable to avoid memory leak warning\n",
    "os.environ['OMP_NUM_THREADS'] = '2'\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "# 生成虚拟数据\n",
    "np.random.seed(0)\n",
    "X = np.vstack([\n",
    "    np.random.normal(0, 1, (100, 2)),\n",
    "    np.random.normal(5, 1, (100, 2)),\n",
    "    np.random.normal(10, 1, (100, 2))\n",
    "])\n",
    "\n",
    "# 使用K-Means进行聚类\n",
    "kmeans = KMeans(n_clusters=3, random_state=0)\n",
    "kmeans.fit(X)\n",
    "y_kmeans = kmeans.predict(X)\n",
    "\n",
    "# 可视化聚类结果\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_kmeans, s=50, cmap='viridis')\n",
    "plt.scatter(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1], c='red', s=200, alpha=0.75, marker='X')\n",
    "plt.title(\"K-Means Clustering on Virtual Data\")\n",
    "# plt.savefig('clustering_virtual_data.jpg')  # 保存图像\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "98f651a2-f466-441a-a93f-b2bfab1f8d94",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\anaconda\\anaconda3\\envs\\luye\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n",
      "  warnings.warn(\n",
      "D:\\anaconda\\anaconda3\\envs\\luye\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n",
      "  warnings.warn(\n",
      "D:\\anaconda\\anaconda3\\envs\\luye\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n",
      "  warnings.warn(\n",
      "D:\\anaconda\\anaconda3\\envs\\luye\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n",
      "  warnings.warn(\n",
      "D:\\anaconda\\anaconda3\\envs\\luye\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n",
      "  warnings.warn(\n",
      "D:\\anaconda\\anaconda3\\envs\\luye\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n",
      "  warnings.warn(\n",
      "D:\\anaconda\\anaconda3\\envs\\luye\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n",
      "  warnings.warn(\n",
      "D:\\anaconda\\anaconda3\\envs\\luye\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n",
      "  warnings.warn(\n",
      "D:\\anaconda\\anaconda3\\envs\\luye\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n",
      "  warnings.warn(\n",
      "D:\\anaconda\\anaconda3\\envs\\luye\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1429: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=2.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算不同K值的WSS (Within-Cluster Sum of Squares)\n",
    "wss = []\n",
    "for k in range(1, 11):\n",
    "    kmeans = KMeans(n_clusters=k, random_state=0)\n",
    "    kmeans.fit(X)\n",
    "    wss.append(kmeans.inertia_)\n",
    "\n",
    "# 绘制肘部法图像\n",
    "plt.plot(range(1, 11), wss, marker='o')\n",
    "plt.title(\"Elbow Method for Optimal K\")\n",
    "plt.xlabel(\"Number of Clusters (K)\")\n",
    "plt.ylabel(\"Within-Cluster Sum of Squares (WSS)\")\n",
    "# plt.savefig('elbow_method.jpg')  # 保存图像\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "4b06e189-3d3a-4a9e-aac8-3565d0a8a97b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "\n",
    "# 读取图像\n",
    "image = cv2.imread('./Data/car_num.jpg')  # 替换为实际的图像文件路径\n",
    "# 将图像转换为灰度图像\n",
    "gray_image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "# 显示灰度图像\n",
    "plt.imshow(gray_image, cmap='gray')\n",
    "plt.title(\"Gray Image\")\n",
    "plt.axis('off')\n",
    "# plt.savefig('gray_image.jpg')  # 保存灰度图像\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "926c70b2-b788-4594-bbfe-1b1cf20c9327",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将灰度图像展平为一维数组\n",
    "pixels = gray_image.reshape((-1, 1))\n",
    "\n",
    "# 使用K-Means聚类进行前景和背景分割\n",
    "kmeans = KMeans(n_clusters=2, random_state=0)\n",
    "kmeans.fit(pixels)\n",
    "segmented = kmeans.labels_.reshape(gray_image.shape)\n",
    "\n",
    "# 显示前景与背景蒙版\n",
    "plt.imshow(segmented, cmap='gray')\n",
    "plt.title(\"Foreground and Background Segmentation\")\n",
    "plt.axis('off')\n",
    "# plt.savefig('foreground_background_segmentation.jpg')  # 保存蒙版图像\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "19a72026-b332-46c1-b166-683660e7622e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "聚类中心（k=2）: [[252.32954978]\n",
      " [ 74.96540059]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "聚类中心（k=3）: [[252.86686381]\n",
      " [ 71.90506506]\n",
      " [166.5680569 ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "聚类中心（k=4）: [[220.98837824]\n",
      " [ 71.41968017]\n",
      " [143.0649789 ]\n",
      " [253.55614898]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "聚类中心（k=5）: [[231.10527805]\n",
      " [ 69.59598117]\n",
      " [187.20345596]\n",
      " [253.74463058]\n",
      " [115.71335781]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "import cv2\n",
    "\n",
    "# 读取图像并转换为灰度图像\n",
    "image = cv2.imread('./Data/car_num.jpg')\n",
    "gray_image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "# 将图像转换为二维数据，以便于进行 KMeans 聚类\n",
    "pixels = gray_image.reshape(-1, 1)\n",
    "\n",
    "# 尝试不同的 k 值\n",
    "k_values = [2, 3, 4, 5]\n",
    "for k in k_values:\n",
    "    kmeans = KMeans(n_clusters=k, init='k-means++', random_state=0)\n",
    "    kmeans.fit(pixels)\n",
    "    \n",
    "    # 显示聚类结果\n",
    "    clustered_image = kmeans.labels_.reshape(gray_image.shape)\n",
    "    \n",
    "    plt.figure(figsize=(8, 6))\n",
    "    plt.imshow(clustered_image, cmap='viridis')\n",
    "    plt.title(f'K-Means Clustering (k={k})')\n",
    "    plt.axis('off')\n",
    "    # plt.savefig(f'k_means_clustering_k_{k}.jpg')  # 保存不同k值的聚类结果\n",
    "    plt.show()\n",
    "    \n",
    "    # 查看聚类中心\n",
    "    print(f\"聚类中心（k={k}）: {kmeans.cluster_centers_}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "1f65b688-7558-4ce8-9249-67e36cd00122",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "# 读取图像\n",
    "image = cv2.imread('./Data/bmwk.png')  # 替换为您的图像路径\n",
    "# 转换为 RGB，因为 OpenCV 默认使用 BGR\n",
    "image_rgb = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "\n",
    "# 显示原始图像\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.imshow(image_rgb)\n",
    "plt.title('Original Image')\n",
    "plt.axis('off')\n",
    "# plt.savefig('original_image.jpg')  # 保存原始图像\n",
    "plt.show()\n",
    "\n",
    "# 将图像重塑为二维数据，每个像素是一个三元组（R, G, B）\n",
    "pixels = image_rgb.reshape(-1, 3)\n",
    "\n",
    "# 设置多个 k 值\n",
    "k_values = [2, 4, 8, 16]\n",
    "\n",
    "# 创建子图\n",
    "fig, axes = plt.subplots(1, len(k_values), figsize=(15, 5))\n",
    "\n",
    "# 对不同 k 值进行处理并显示结果\n",
    "for i, k in enumerate(k_values):\n",
    "    # 对图像像素进行 KMeans 聚类\n",
    "    kmeans = KMeans(n_clusters=k, random_state=0, init='k-means++', n_init=10)\n",
    "    kmeans.fit(pixels)\n",
    "\n",
    "    # 获取聚类中心\n",
    "    centers = kmeans.cluster_centers_\n",
    "\n",
    "    # 将每个像素的颜色替换为最近的聚类中心\n",
    "    compressed_pixels = centers[kmeans.labels_].astype(int)\n",
    "\n",
    "    # 将压缩后的像素数据重塑回原始图像的形状\n",
    "    compressed_image = compressed_pixels.reshape(image_rgb.shape)\n",
    "\n",
    "    # 将压缩后的图像转换为 uint8 类型\n",
    "    compressed_image = np.clip(compressed_image, 0, 255).astype(np.uint8)\n",
    "\n",
    "    # 显示压缩后的图像\n",
    "    axes[i].imshow(compressed_image)\n",
    "    axes[i].set_title(f'k={k}')\n",
    "    axes[i].axis('off')\n",
    "    \n",
    "    # # 保存每个压缩图像\n",
    "    # compressed_image_path = f'compressed_image_k_{k}.jpg'\n",
    "    # plt.imsave(compressed_image_path, compressed_image)  # 保存压缩后的图像\n",
    "\n",
    "    # 显示图像\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "f7c8441e-40d3-451d-a668-8bcb993eaa80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.cluster import KMeans\n",
    "\n",
    "# 读取图像\n",
    "image = cv2.imread('./Data/bmwk.png')  # 替换为您的图像路径\n",
    "image_rgb = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "\n",
    "# 将图像重塑为二维数据，每个像素是一个三元组（R, G, B）\n",
    "pixels = image_rgb.reshape(-1, 3)\n",
    "\n",
    "# 设置要测试的 K 值范围\n",
    "k_range = range(1, 11)  # 例如测试 1 到 10 之间的 K 值\n",
    "\n",
    "# 存储每个 K 值的 SSE\n",
    "sse = []\n",
    "\n",
    "# 计算不同 K 值的 SSE\n",
    "for k in k_range:\n",
    "    kmeans = KMeans(n_clusters=k, random_state=0, init='k-means++', n_init=10)\n",
    "    kmeans.fit(pixels)\n",
    "    sse.append(kmeans.inertia_)  # inertia_ 属性是总平方误差（SSE）\n",
    "\n",
    "# 绘制肘部法图形\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(k_range, sse, marker='o')\n",
    "plt.title('Elbow Method for Optimal K')\n",
    "plt.xlabel('Number of clusters (K)')\n",
    "plt.ylabel('Sum of Squared Errors (SSE)')\n",
    "plt.grid(True)\n",
    "# plt.savefig('elbow_method_optimal_k.jpg')  # 保存肘部法图像\n",
    "plt.show()\n",
    "\n",
    "# 选择肘部处的 K 值\n",
    "# 观察肘部法图形，选择 SSE 明显变化减缓的位置作为最佳 K 值\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3601d357-e91d-4162-8065-d47a32c0bdd9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
